Welcome to my portfolio website! I'm Pratham, a passionate 4th Year Data Science and AI undergraduate student at Nanyang Technological University, Singapore. Here, I showcase my journey through the exciting realms of Machine Learning, Transformers, and Generative AI, with a particular focus on their applications in Fintech and Quantitative Finance. Dive into my projects, research, and insights as I explore the intersection of technology and finance, revealing how AI is shaping the future of the financial world
Conducted in-depth research to develop and enhance the current yield projection models for Fund Indirect Investments.Developed dashboard using Plotly Dash, offering comprehensive investment insights into Private Firms within the Technology and SaaS sector. Additionally, conducted NLP and Key-Purchasing-Criteria Analysis on App Reviews and Product Reviews to extract positive and negative aspects of the SaaS product compared to its competitors.
Devised data pipeline and automation scripts using Python and PowerAutomate to automate process of data collection from data vendor and error checking. Built dashboard employing data visualising tool Python (Dash and Streamlit) for Factor Risk Models for Portfolios and identification of top Risk factors and dashboard for Counter-party Exposure with respect to credit Ratings. Researched on determining Variable Swing Factor to counter Large Fund Redemptions.
Deployed Deep Learning NLP and Computer Vision and simple Machine-Learning models using TensorFlow, Scikit-Learn and XGBoost for insurance claims, cross-sell products recommendations and filling missing values.Achieved an accuracy of 93% for Deep Learning Gender Imputation Model and deployed on firms ML pipeline.Developed Insurance Document Classifier with OpenCV feature extraction(ORB and SIFT) and BayesianClassifier and achieved accuracy of 98%.
CBSE : 99/100